TensorFlow is an open source software for performing machine learning tasks. Google, its creator wanted to expose a powerful tool to help developers explore and build machine learning based applications and so they released this as an open source project. TensorFlow is an extremely powerful tool specializing in a type of neural network called the deep neural network.